{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# From simulator to Inference with HDDM (MNLE Version)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we show how to proceed from a *simulator model* to Bayesian Inference with HDDM, via training a *likelihood approximator* of the [MNLE](https://elifesciences.org/articles/77220) type. \n",
    "\n",
    "MNLE stands for Mixed Neural Likelihood Estimator,\n",
    "which in turn is a Neural Network composed of the combination of a [Flow](https://en.wikipedia.org/wiki/Flow-based_generative_model), and a basic classifier [MLP](https://en.wikipedia.org/wiki/Multilayer_perceptron). \n",
    "MNLEs are designed for predicting (and generating data from) likelihoods over *mixed* data containing a continuous and a discrete part.\n",
    "\n",
    "In the context of *Sequential Sampling Models*, the continuous part refers to the *reaction times*, while the discrete part refers to *choices*.\n",
    "\n",
    "We will make use of two python packages which help facilitate this tutorial:\n",
    "\n",
    "1. The [`ssms`](https://github.com/AlexanderFengler/ssm_simulators) package, which holds a collection of fast simulators and training data generators for LANs (here we make use only of the basic simulators and ignore the LAN integration)\n",
    "2. The [`sbi`](https://github.com/AlexanderFengler/LANfactory) package, which makes training MNLEs easy. The package has a much broader scope, which we suggest the interested user to explore, however not all aspects of the `sbi` toolbox allow for an interface with HDDM.\n",
    "\n",
    "In this tutorial we will start by simulating data from the DDM, using the [`ssms`](https://github.com/AlexanderFengler/ssm_simulators), then use this data to train a MNLE via the [`sbi`](https://github.com/AlexanderFengler/LANfactory) toolbox and finally define a wrapper around the resulting MNLE to make it usable in HDDM.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation (colab)\n",
    "\n",
    "**NOTE:**\n",
    "If you run this Tutorial in a **google colab**, don't forget to change the **runtime** to a **GPU** machine for better performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install sbi\n",
    "# !pip install cython\n",
    "# !pip install pymc==2.3.8\n",
    "# !pip install git+https://github.com/hddm-devs/kabuki\n",
    "# !pip install git+https://github.com/hddm-devs/hddm\n",
    "# !pip install git+https://github.com/AlexanderFengler/ssm_simulators"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ssms for simulation\n",
    "from ssms.basic_simulators import simulator\n",
    "\n",
    "# sbi for network training\n",
    "import sbi\n",
    "from sbi.inference import MNLE\n",
    "\n",
    "# HDDM\n",
    "import hddm\n",
    "\n",
    "# Misc\n",
    "from copy import deepcopy\n",
    "import ssms\n",
    "import torch\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulate Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ssms.config import model_config\n",
    "\n",
    "# Define our model\n",
    "model = \"ddm\"\n",
    "\n",
    "# Load corresponding config dictionary\n",
    "model_config_tmp = deepcopy(model_config[\"ddm\"])\n",
    "model_config_tmp[\"choices\"] = [\n",
    "    -1,\n",
    "    1,\n",
    "]  # simple addition to make ssms model config hddm ready\n",
    "\n",
    "# Choose number of training examples\n",
    "n_training_examples = 100000\n",
    "\n",
    "# Generate a matrix of model parameters\n",
    "# We sample this uniformly from an allowed parameter space\n",
    "thetas = np.random.uniform(\n",
    "    low=model_config_tmp[\"param_bounds\"][0],\n",
    "    high=model_config_tmp[\"param_bounds\"][1],\n",
    "    size=(n_training_examples, len(model_config_tmp[\"params\"])),\n",
    ")\n",
    "thetas_torch = torch.Tensor(thetas)\n",
    "\n",
    "# For every row in thetas, draw 1 sample from the DDM.\n",
    "model_simulations = ssms.basic_simulators.simulator.simulator(\n",
    "    model=\"ddm\", theta=thetas, n_samples=1\n",
    ")\n",
    "\n",
    "# Format the output of the simulator\n",
    "model_simulations_torch = torch.Tensor(\n",
    "    np.hstack((model_simulations[\"rts\"], model_simulations[\"choices\"]))\n",
    ")\n",
    "\n",
    "# Edit choices to [0,1] (the simulator produces [-1, 1]) since that is the format MNLE expects.\n",
    "model_simulations_torch[:, 1] = (model_simulations_torch[:, 1] + 1) / 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/afengler/opt/miniconda3/envs/hddmnn_tutorial/lib/python3.7/site-packages/sbi/neural_nets/mnle.py:64: UserWarning: The mixed neural likelihood estimator assumes that x contains\n",
      "        continuous data in the first n-1 columns (e.g., reaction times) and\n",
      "        categorical data in the last column (e.g., corresponding choices). If\n",
      "        this is not the case for the passed `x` do not use this function.\n",
      "  this is not the case for the passed `x` do not use this function.\"\"\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Neural network successfully converged after 74 epochs."
     ]
    }
   ],
   "source": [
    "# Set device\n",
    "torch_device = (\n",
    "    torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
    ")\n",
    "\n",
    "# Initialise Prior\n",
    "prior = sbi.utils.BoxUniform(\n",
    "    low=torch.tensor(ssms.config.model_config[\"ddm\"][\"param_bounds\"][0]),\n",
    "    high=torch.tensor(ssms.config.model_config[\"ddm\"][\"param_bounds\"][1]),\n",
    "    device=torch_device.type,\n",
    ")\n",
    "\n",
    "# Initialise the MNLE trainer\n",
    "trainer = MNLE(prior=prior, device=torch_device.type)\n",
    "\n",
    "# Add presimulated training data to the MNLE trainer\n",
    "trainer = trainer.append_simulations(thetas_torch, model_simulations_torch)\n",
    "\n",
    "# Train the network and return the resulting MNLE\n",
    "mnle = trainer.train(training_batch_size=128 if torch_device.type == \"cpu\" else 1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run in HDDM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define HDDM Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MNLEWrapper:\n",
    "    def __init__(self, MNLE):\n",
    "        self.mnle = MNLE\n",
    "        self.dev = (\n",
    "            torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
    "        )\n",
    "\n",
    "    # We need to define a predict on batch method for compatibility with HDDM\n",
    "    def predict_on_batch(self, data):\n",
    "        # HDDM supplies decisions as [-1, 1], which we adjust\n",
    "        # to [0, 1] for the MNLE\n",
    "        data[:, -1] = (data[:, -1] + 1) / 2\n",
    "\n",
    "        return (\n",
    "            self.mnle.log_prob(\n",
    "                torch.tensor(data[:, -2:]).to(self.dev),  # supply (rt, choice)\n",
    "                torch.tensor(data[:, :-2]).to(self.dev),  # supply (theta)\n",
    "            )\n",
    "            .cpu()\n",
    "            .detach()\n",
    "            .numpy()\n",
    "        )  # send back to cpu (for MCMC sampler to proceed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The argument `x`, to the `predict_on_batch()`, when called from within HDDM's sampler, will be a matrix. \n",
    "Rows correspond to trials, and columns are supplied in the following way. \n",
    "\n",
    "The first few columns contain trial wise parameters (in the order specific in the `model_config` above under the `\"params\"` `key`).\n",
    "The last two columns contain the trial wise *reaction times* and *choices* respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To understand how the network is actually called in HDDM, let's take a peak into the *generic internal likelihood function*.\n",
    "\n",
    "**NOTE:**\n",
    "Don't actually run the cell below. It is just for illustration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def wiener_like_nn_mlp_pdf(np.ndarray[float, ndim = 1] rt,\n",
    "                           np.ndarray[float, ndim = 1] response,\n",
    "                           np.ndarray[float, ndim = 1] params,\n",
    "                           double p_outlier = 0, \n",
    "                           double w_outlier = 0,\n",
    "                           bint logp = 0,\n",
    "                           network = None):\n",
    "    \n",
    "    cdef Py_ssize_t size = rt.shape[0]\n",
    "    cdef Py_ssize_t n_params = params.shape[0]\n",
    "\n",
    "    cdef np.ndarray[float, ndim = 1] log_p = np.zeros(size, dtype = np.float32)\n",
    "    cdef float ll_min = -16.11809\n",
    "\n",
    "    cdef np.ndarray[float, ndim = 2] data = np.zeros((size, n_params + 2), dtype = np.float32)\n",
    "    data[:, :n_params] = np.tile(params, (size, 1)).astype(np.float32)\n",
    "    data[:, n_params:] = np.stack([rt, response], axis = 1)\n",
    "\n",
    "    # Call to network:\n",
    "    if p_outlier == 0: \n",
    "        log_p = np.squeeze(np.core.umath.maximum(network.predict_on_batch(data), ll_min))\n",
    "    else: # ddm_model\n",
    "        log_p = np.squeeze(np.log(np.exp(np.core.umath.maximum(network.predict_on_batch(data), ll_min)) * (1.0 - p_outlier) + (w_outlier * p_outlier)))\n",
    "    if logp == 0:\n",
    "        log_p = np.exp(log_p) \n",
    "    return log_p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the *internal likelihood function* expects a network as input and then finally calls the `predict_on_batch()` to get log-likelihoods. \n",
    "\n",
    "We can now initialize the HDDM-ready MNLE via our `MNLEWrapper()` class, after which we are essentially good to go for an HDDM application."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initalize HDDM ready MNLE\n",
    "mnle_hddm = MNLEWrapper(MNLE=mnle)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate Example Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rt</th>\n",
       "      <th>response</th>\n",
       "      <th>subj_idx</th>\n",
       "      <th>v</th>\n",
       "      <th>a</th>\n",
       "      <th>z</th>\n",
       "      <th>t</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.106998</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.396995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.062008</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.708819</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.877999</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>3.119007</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>1.972003</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>1.719992</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>1.735992</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>2.010005</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>500 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           rt  response  subj_idx    v    a     z    t\n",
       "0    1.106998       1.0         0  0.9  1.4  0.45  0.7\n",
       "1    1.396995       1.0         0  0.9  1.4  0.45  0.7\n",
       "2    2.062008       1.0         0  0.9  1.4  0.45  0.7\n",
       "3    5.708819       1.0         0  0.9  1.4  0.45  0.7\n",
       "4    1.877999       1.0         0  0.9  1.4  0.45  0.7\n",
       "..        ...       ...       ...  ...  ...   ...  ...\n",
       "495  3.119007       1.0         0  0.9  1.4  0.45  0.7\n",
       "496  1.972003       1.0         0  0.9  1.4  0.45  0.7\n",
       "497  1.719992       1.0         0  0.9  1.4  0.45  0.7\n",
       "498  1.735992       1.0         0  0.9  1.4  0.45  0.7\n",
       "499  2.010005       1.0         0  0.9  1.4  0.45  0.7\n",
       "\n",
       "[500 rows x 7 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Choose some parameters\n",
    "v = 0.9\n",
    "a = 1.4\n",
    "z = 0.45\n",
    "t = 0.7\n",
    "\n",
    "# Simulate Data\n",
    "data = ssms.basic_simulators.simulator(model=model, theta=[v, a, z, t], n_samples=500)\n",
    "\n",
    "# Bring into correct shape expected from HDDM\n",
    "data_df = pd.DataFrame(\n",
    "    np.stack([data[\"rts\"], data[\"choices\"]], axis=1)[:, :, 0],\n",
    "    columns=[\"rt\", \"response\"],\n",
    ")\n",
    "data_df[\"subj_idx\"] = 0\n",
    "data_df[\"v\"] = v\n",
    "data_df[\"a\"] = a\n",
    "data_df[\"z\"] = z\n",
    "data_df[\"t\"] = t\n",
    "\n",
    "data_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the RTs\n",
    "plt.hist(\n",
    "    data_df[\"rt\"] * data_df[\"response\"],\n",
    "    histtype=\"step\",\n",
    "    color=\"black\",\n",
    "    density=True,\n",
    "    bins=30,\n",
    ")\n",
    "plt.xlabel(\"Reaction Time\")\n",
    "plt.ylabel(\"Density\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define HDDM Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Supplied model_config does not have a params_std_upper argument.\n",
      "Set to a default of 10\n",
      "Supplied model_config does not have a params_std_upper argument.\n",
      "Set to a default of 10\n",
      "Supplied model_config does not have a params_std_upper argument.\n",
      "Set to a default of 10\n",
      "Supplied model_config does not have a params_std_upper argument.\n",
      "Set to a default of 10\n"
     ]
    }
   ],
   "source": [
    "# Define the HDDM model\n",
    "hddmmnle_model = hddm.HDDMnn(\n",
    "    data=data_df,\n",
    "    informative=False,\n",
    "    include=model_config_tmp[\n",
    "        \"hddm_include\"\n",
    "    ],  # Note: This include statement is an example, you may pick any other subset of the parameters of your model here\n",
    "    model=model,\n",
    "    model_config=model_config_tmp,\n",
    "    network=mnle_hddm,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [-----------------100%-----------------] 1001 of 1000 complete in 360.0 sec"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<pymc.MCMC.MCMC at 0x16d777490>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sample from the model\n",
    "n_mcmc = 1000\n",
    "n_burn = 100\n",
    "\n",
    "hddmmnle_model.sample(n_mcmc, burn=n_burn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ground_truth</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>0.90</td>\n",
       "      <td>1.024209</td>\n",
       "      <td>0.071095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a</th>\n",
       "      <td>1.40</td>\n",
       "      <td>1.461075</td>\n",
       "      <td>0.054512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>z</th>\n",
       "      <td>0.45</td>\n",
       "      <td>0.413947</td>\n",
       "      <td>0.02392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>0.70</td>\n",
       "      <td>0.695977</td>\n",
       "      <td>0.037936</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ground_truth      mean       std\n",
       "v          0.90  1.024209  0.071095\n",
       "a          1.40  1.461075  0.054512\n",
       "z          0.45  0.413947   0.02392\n",
       "t          0.70  0.695977  0.037936"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show posterior summary\n",
    "tmp = hddmmnle_model.gen_stats()\n",
    "tmp[\"ground_truth\"] = data_df.iloc[0, 3:]\n",
    "tmp[[\"ground_truth\", \"mean\", \"std\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We show two plots. *First*, we compare simulations fixing the parameters at the posterior mean with the original data, to get a visual idea of the model fit we obtained. *Second* we show the posterior traces."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare simulations from posterior mean parameters\n",
    "# to original data\n",
    "data_post_mean = data = ssms.basic_simulators.simulator(\n",
    "    model=model, theta=list(tmp[\"mean\"].values), n_samples=500\n",
    ")\n",
    "\n",
    "\n",
    "# Plotting the RTs\n",
    "plt.hist(\n",
    "    data_df[\"rt\"] * data_df[\"response\"],\n",
    "    histtype=\"step\",\n",
    "    color=\"black\",\n",
    "    density=True,\n",
    "    bins=30,\n",
    "    label=\"Original Data\",\n",
    ")\n",
    "plt.hist(\n",
    "    data_post_mean[\"rts\"] * data_post_mean[\"choices\"],\n",
    "    histtype=\"step\",\n",
    "    color=\"red\",\n",
    "    density=True,\n",
    "    bins=30,\n",
    "    label=\"Posterior Mean\",\n",
    ")\n",
    "plt.xlabel(\"Reaction Time\")\n",
    "plt.ylabel(\"Density\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting v\n",
      "Plotting a\n",
      "Plotting z\n",
      "Plotting t\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the posteriors\n",
    "hddmmnle_model.plot_posteriors()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.7 ('hddmnn_tutorial')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "ff3096d2709bbb36a4584c44f6e6ffdb5e175071e94d34047f50b078bfdc1c6d"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
